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AI Developer Vetting Scorecard: What We Test Before You Interview

Founders waste weeks on AI-engineer résumés that cannot debug a webhook. Vetting has to produce scoreable proof.

Updated September 6, 2026By Talented

What we evaluate (aligned to public site examples)

  • Current execution — end-to-end software with APIs, databases, webhooks, CI/CD, AI features
  • Core skills — e.g. TypeScript, API design, databases, AWS/GCP, Claude + Codex
  • Live interview English / communication
  • Sample test — troubleshooting, testing, webhook debugging (example published score: 5/5)

Why a scorecard beats “vibe coding in the interview”

Shared rubric → comparable finalists → less founder bias and less time.

After the scorecard

Short shortlist. You inspect finalists who already passed. 14-day target. Pay when you hire. 90-day replacement.

FAQ

Is every candidate a “Raymond”?

No — that snapshot is an example of the bar and format, not a promise of identical profiles.

Can you test our stack?

Assessments follow the responsibility you need carried.

Related guides

Show us the constraint

We will determine the responsibility, the role, and the evidence required to move it.

Show us the constraint